Personalized Federated Learning on DRAKE dynamic (Self)
70.67AlastFedMosaic
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedMosaicModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.05 | 70.67 | 63.51 | |
| FedMosaicBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 70.62 | 63.33 | |
| FedMosaicBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 69.64 | 62.09 | |
| FedMosaic2025.05 | 68.94 | 60.96 | |
| FedITModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.05 | 68.72 | 60.88 | |
| SFTModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.05 | 68.6 | 61.33 | |
| SFTBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 68.41 | 61.04 | |
| FedITBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 67.81 | 60.46 | |
| TAKFLModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.05 | 67.77 | 60.13 | |
| FedDPAModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.05 | 67.38 | 60.2 | |
| SFTBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 67.24 | 60.42 | |
| FedITBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 67.21 | 60.05 | |
| DITTOModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.05 | 66.77 | 60.67 | |
| FedSimModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.05 | 66.65 | 59.49 | |
| SFT2025.05 | 66.41 | 59.17 | |
| FedSimBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 66.4 | 59.08 | |
| FedIT2025.05 | 66.18 | 58.95 | |
| TAKFLBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 66.13 | 58.47 | |
| FedDATModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.05 | 66.08 | 60 | |
| FedDPABackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 65.93 | 58.42 | |
| FedDPABackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 65.92 | 58.73 | |
| FedMKTModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.05 | 65.44 | 59.18 | |
| TAKFLBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 65.41 | 58.52 | |
| FedMKTBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 65.38 | 58.57 | |
| FedSimBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 65.24 | 58.33 | |
| FedSim2025.05 | 65 | 58.18 | |
| PerAdaModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.05 | 64.86 | 58.73 | |
| TAKFL2025.05 | 64.73 | 58.33 | |
| DITTOBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 64.34 | 57.72 | |
| FedMKTBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 64.29 | 58.31 | |
| PerAdaBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 64.11 | 57.89 | |
| FedDATBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 63.86 | 58.41 | |
| DITTOBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 63.78 | 57.11 | |
| FedDPA2025.05 | 63.26 | 57.31 | |
| FedMKT2025.05 | 63.25 | 57.23 | |
| FedDATBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 63.16 | 57.74 | |
| PerAdaBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 62.87 | 57.07 | |
| DITTO2025.05 | 61.56 | 56.36 | |
| FedDAT2025.05 | 60.43 | 56.82 | |
| PerAda2025.05 | 58.1 | 54.84 |